Requirement already satisfied: altair==5.1.2 in c:\users\kietp\anaconda3\lib\site-packages (5.1.2)
Requirement already satisfied: numpy in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (1.21.5)
Requirement already satisfied: pandas>=0.25 in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (1.4.4)
Requirement already satisfied: jinja2 in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (2.11.3)
Requirement already satisfied: typing-extensions>=4.0.1 in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (4.3.0)
Requirement already satisfied: jsonschema>=3.0 in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (4.16.0)
Requirement already satisfied: toolz in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (0.11.2)
Requirement already satisfied: packaging in c:\users\kietp\anaconda3\lib\site-packages (from altair==5.1.2) (21.3)
Requirement already satisfied: attrs>=17.4.0 in c:\users\kietp\anaconda3\lib\site-packages (from jsonschema>=3.0->altair==5.1.2) (21.4.0)
Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in c:\users\kietp\anaconda3\lib\site-packages (from jsonschema>=3.0->altair==5.1.2) (0.18.0)
Requirement already satisfied: python-dateutil>=2.8.1 in c:\users\kietp\anaconda3\lib\site-packages (from pandas>=0.25->altair==5.1.2) (2.8.2)
Requirement already satisfied: pytz>=2020.1 in c:\users\kietp\anaconda3\lib\site-packages (from pandas>=0.25->altair==5.1.2) (2022.1)
Requirement already satisfied: MarkupSafe>=0.23 in c:\users\kietp\anaconda3\lib\site-packages (from jinja2->altair==5.1.2) (2.0.1)
Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\users\kietp\anaconda3\lib\site-packages (from packaging->altair==5.1.2) (3.0.9)
Requirement already satisfied: six>=1.5 in c:\users\kietp\anaconda3\lib\site-packages (from python-dateutil>=2.8.1->pandas>=0.25->altair==5.1.2) (1.16.0)
Note: you may need to restart the kernel to use updated packages.
DataTransformerRegistry.enable('default')
S/K vol delta gamma theta vega
199 3.0 96.0 0.947853 0.000370 -0.042073 31.993286
199 3.0 97.0 0.947125 0.000371 -0.042983 32.347776
199 3.0 98.0 0.946414 0.000371 -0.043888 32.691999
199 3.0 99.0 0.945721 0.000371 -0.044789 33.026090
199 3.0 100.0 0.945047 0.000371 -0.045685 33.350185
S/K vol delta gamma theta vega
count 18200.000000 18200.000000 18200.000000 18200.000000 18200.000000 18200.000000
mean 1.505000 55.000000 0.676558 0.003267 -0.018193 19.947510
std 0.867489 26.268573 0.357902 0.004290 0.016748 15.150152
min 0.010000 10.000000 0.000000 0.000000 -0.054650 0.000000
25% 0.757500 32.000000 0.415846 0.000340 -0.032296 2.674197
50% 1.505000 55.000000 0.856314 0.001308 -0.014549 21.895996
75% 2.252500 78.000000 0.962427 0.005184 -0.001334 35.004210
max 3.000000 100.000000 1.000000 0.040290 -0.000000 39.894228